User State Estimation Systems and Methods

2. The computer based method of claim 1 further comprising estimating a future user functional state at a future time utilizing the retrained functional state estimation model.

3. The computer based method of claim 2 further comprising modifying a user interface based on the future user functional state.

4. The computer based method of claim 1 wherein the plurality of first inputs comprises a self-reported data of the user functional state.

7. The computer based method of claim 1 wherein the functional state estimation model comprises a relational database containing a weighted relationship of the plurality of second inputs to the plurality of first inputs.

8. The computer based method of claim 1 wherein the plurality of second inputs comprise a plurality of physiological inputs of a user and the plurality of first inputs comprise a plurality of functional state inputs of the user.

10. The computer based method of claim 9 wherein the noise input is injected into the plurality of first inputs according to an empirical relationship of a known physiological correlate to the plurality of first inputs.

11. The computer based method of claim 10 wherein the known physiological correlate for the user functional state comprises a pupil diameter.

12. The computer based method of claim 1 further comprising injecting a plurality of third inputs as noise input into the plurality of first inputs at the frequent interval to create the plurality of enhanced actual first inputs.

13. The computer based method of claim 12 wherein the noise input comprises physiological correlate for the user functional state.

15. The computer based method of claim 14 further comprising estimating a future user functional state at a future time utilizing the retrained functional state estimation model.

16. The computer based method of claim 15 further comprising modifying a user interface based on the future user functional state.

17. The computer based method of claim 14 wherein the plurality of first inputs comprises a self-reported data of the user functional state.

20. The computer based method of claim 14 wherein the functional state estimation model comprises a relational database containing a weighted relationship of the plurality of second inputs to the plurality of first inputs.

21. The computer based method of claim 14 wherein the plurality of second inputs comprise a plurality of physiological inputs of a user and the plurality of first inputs comprise a plurality of functional state inputs of the user.

23. The computer based method of claim 22 wherein the noise input is injected into the plurality of first inputs according to an empirical relationship of a known physiological correlate to the plurality of first inputs.

24. The computer based method of claim 23 wherein the known physiological correlate for the user functional state comprises a pupil diameter.

25. The computer based method of claim 14 further comprising injecting a plurality of third inputs as noise input into the plurality of first inputs at the frequent interval to create the plurality of enhanced actual first inputs.

26. The computer based method of claim 25 wherein the noise input comprises physiological correlate for the user functional state.